{"id":"W2015284954","doi":"10.3141/2440-07","title":"Effects of Rain on Traffic Operations on Florida Freeways","year":2014,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Precipitation; Meteorology; Traffic speed; Range (aeronautics); Heavy traffic; Geography; Transport engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002682777,0.0002240848,0.0003950674,0.0008869049,0.0004145352,0.0000596984,0.0007556094,0.0001660414,0.0001482819],"category_scores_gemma":[0.0001880334,0.0001630825,0.0002880289,0.001382065,0.0002645128,0.0003002461,0.000002650474,0.001941798,0.00003166093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001322087,"about_ca_system_score_gemma":0.0001770078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004792782,"about_ca_topic_score_gemma":0.003072616,"domain_scores_codex":[0.9951282,0.0006318885,0.0009868782,0.0002388107,0.002410763,0.0006034196],"domain_scores_gemma":[0.9965922,0.001421807,0.0001177351,0.0004141814,0.001142234,0.0003118177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001308825,0.0004669246,0.009590642,0.001232237,0.0002140972,0.00004836548,0.003649114,0.8758857,0.04615421,0.005863101,0.011954,0.04363278],"study_design_scores_gemma":[0.003982672,0.003341584,0.8359474,0.001964079,0.00006777997,6.19905e-7,0.0005929892,0.0407812,0.09012198,0.0008525664,0.02190242,0.0004447265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961474,0.00009531954,0.001242265,0.0007792547,0.0006304671,0.000631328,0.00003145426,0.00004199492,0.0004004982],"genre_scores_gemma":[0.9979433,0.0007080981,0.0006553011,0.00003336292,0.0002487145,0.00005394224,0.00001001595,0.0000567076,0.0002905187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8351045,"threshold_uncertainty_score":0.8436255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03604592913622005,"score_gpt":0.3233102874198922,"score_spread":0.2872643582836721,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}